UBnormal: New Benchmark for Supervised Open-Set Video Anomaly Detection. - Andra Acsintoae; Andrei Florescu; Mariana-Iuliana Georgescu; Tudor Mare; Paul Sumedrea; Radu Tudor Ionescu; Fahad Shahbaz Khan; Mubarak Shah (CVPR, 2022)